KLF2 and Hepatic fibrosis: In conclusion, our study highlights the considerable therapeutic potential of using SIM‐LipoNPs to prevent liver fibrosis progress, underscoring the remarkable properties of SIM‐LipoNPs in activating the KLF2‐NO pathway and anti‐oxidative and anti‐inflammatory response.